classification / tagging

At Cashcrown, we build classification pipelines on your data: the model learns from real examples from your company, returns labels as structured output, and records the confidence level. Actions below the set threshold are routed to a queue with full context, so a human can decide in one click—no need to search for the original document.

PII is masked before sending to the model; sensitive data can be classified locally. We ensure human-oversight as an integral part of the process, not an optional add-on—especially where a mislabeled item could have legal or financial consequences.

How much does this service cost and when does it pay off?#

Scope and cost depend on the number of categories, document volume, and integration requirements. We start with a pilot on a narrow dataset so you can see actual precision before a larger investment. For a few hundred or thousand documents per month, manual tagging time is reduced by 60–80%; ROI from saved time can be calculated in the ROI calculator. We don’t provide upfront pricing because it depends on the real scope.

Does it integrate with our systems and comply with GDPR?#

Yes. We connect to helpdesk, CRM, email, or document databases via controlled interfaces. PII is masked before cloud transmission, or we classify locally if data cannot leave your infrastructure. Compliance with GDPR and AI Act is designed in from the start; for high-risk systems, we prepare documentation required by regulators.

Where do we start?#

With a review of your current categories and a data sample. We set the confidence threshold, define what goes to the human queue, and build a pilot for one type of document or submission with measurable results. More on our approach: how to choose your first process.